Application of Artificial Intelligence Models to Estimate Discharge over Semicircular Weirs

Publish Year: 1398
نوع سند: مقاله ژورنالی
زبان: English
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شناسه ملی سند علمی:

JR_ARCE-1-4_003

تاریخ نمایه سازی: 2 دی 1398

Abstract:

Weirs are one of the widely used hydraulic structures for measuring discharge in open channels. This study applies two artificial intelligence models named artificial neural network (ANN) and genetic programming (GP) to predict discharge flowing over semicircular weirs with different openings including sharp and semicircular crests. The considered data base was selected from the literature. The results of AI models were compared with those of two empirical formulas, which have been developed based on the same data for this purpose. Four evaluation criteria were considered for comparing the estimated discharges. The results obviously indicate that GP outperforms others based on the considered criteria.

Keywords:

Semicircular weirs , discharge artificial intelligence models , Artificial Neural Network , Genetic programming

Authors

Majid Niazkar

۱Ph.D. of Civil Engineering, Department of Civil and Environmental Engineering, Shiraz University, Shiraz, Iran

Naser Talebbeydokhti

Professor, Department of Civil and Environmental Engineering, Shiraz University, Shiraz, Iran

Saeid Hosein Afzali

Associate Professor, Department of Civil and Environmental Engineering, Shiraz University, Shiraz, Iran

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  • - Balachandar, R., Sorbo, S., and Ramamurthy, A. S., 1991, ...
  • - Ghobadian, R., and Meratifashi, E., 2012, Modified theoretical stage-discharge ...
  • - Ramamurthy, A. S., and Vo, N. D., 1993, Characteristics ...
  • - Vatankhah, A. R., 2010, Flow measurement using circular sharp-crested ...
  • - Niazkar, M., and Afzali, S. H., 2018, Application of ...
  • - Chunrong, L., Aode, H., and Wenju, M., 2002, Numerical ...
  • - Castro-Orgaz, O., Giráldez, J. V., and Ayuso, J. L., ...
  • - Irzooki, R. H., Akib, S. M., and Fayyadh, M. ...
  • - Khorchani, M., and Blanpain, O., 2005, Development of a ...
  • - Emiroglu, M. E., Bilhan, O., and Kisi, O., 2011, ...
  • -Salmasi, F., Yıldırım, G., Masoodi, A., and Parsamehr, P., 2013, ...
  • - Niazkar, M., and Afzali, S. H., 2018, Developing a ...
  • -Niazkar, M., Rakhshandehroo, G. R., and Afzali, S. H., 2018, ...
  • - Niazkar, M., and Afzali, S. H., 2017, Parameter estimation ...
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  • - Churchland, P.S., and Sejnowski, T. J., 1992, The Computational ...
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  • - Motaman, F., Rakhshandehroo, G. R., Hashemi, M. R., and ...
  • -Niazkar, M., and Afzali, S. H., 2017, Analysis of water ...
  • -Niazkar, M., and Afzali, S. H., 2017, Analysis of water ...
  • - Sette, S., and Boullart, L., 2001, Genetic programming: principles ...
  • - Sipper, M., and Giacobini, M., 2008, Introduction to special ...
  • -Niazkar, M., and Afzali, S. H., 2014, Assessment of modified ...
  • -Niazkar, M., and Afzali, S. H., 2017, New Nonlinear Variable-parameter ...
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